{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d377e578",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif.ttf\n",
      "STIXSizeTwoSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizTwoSymBol.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneralBol.ttf\n",
      "cmr10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmr10.ttf\n",
      "cmmi10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmmi10.ttf\n",
      "cmsy10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmsy10.ttf\n",
      "cmb10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmb10.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUni.ttf\n",
      "cmss10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmss10.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneralItalic.ttf\n",
      "STIXSizeThreeSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizThreeSymReg.ttf\n",
      "STIXSizeOneSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizOneSymReg.ttf\n",
      "STIXSizeTwoSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizTwoSymReg.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans-BoldOblique.ttf\n",
      "STIXSizeThreeSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizThreeSymBol.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneral.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans-Bold.ttf\n",
      "STIXSizeOneSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizOneSymBol.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUniBolIta.ttf\n",
      "STIXGeneral - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXGeneralBolIta.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-BoldOblique.ttf\n",
      "DejaVu Sans Display - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansDisplay.ttf\n",
      "STIXSizeFourSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizFourSymReg.ttf\n",
      "cmex10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmex10.ttf\n",
      "cmtt10 - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\cmtt10.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUniIta.ttf\n",
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif-Italic.ttf\n",
      "STIXNonUnicode - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXNonUniBol.ttf\n",
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif-BoldItalic.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans-Oblique.ttf\n",
      "STIXSizeFourSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizFourSymBol.ttf\n",
      "DejaVu Sans - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSans.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-Bold.ttf\n",
      "DejaVu Sans Mono - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSansMono-Oblique.ttf\n",
      "STIXSizeFiveSym - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\STIXSizFiveSymReg.ttf\n",
      "DejaVu Serif Display - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerifDisplay.ttf\n",
      "DejaVu Serif - D:\\python\\Anaconda\\lib\\site-packages\\matplotlib\\mpl-data\\fonts\\ttf\\DejaVuSerif-Bold.ttf\n",
      "MS Reference Sans Serif - C:\\Windows\\Fonts\\REFSAN.TTF\n",
      "DengXian - C:\\WINDOWS\\Fonts\\Dengl.ttf\n",
      "Showcard Gothic - C:\\Windows\\Fonts\\SHOWG.TTF\n",
      "Franklin Gothic Demi - C:\\Windows\\Fonts\\FRADMIT.TTF\n",
      "Microsoft New Tai Lue - C:\\Windows\\Fonts\\ntailu.ttf\n",
      "Ink Free - C:\\Windows\\Fonts\\Inkfree.ttf\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALNBI.TTF\n",
      "Maiandra GD - C:\\WINDOWS\\Fonts\\MAIAN.TTF\n",
      "Candara - C:\\Windows\\Fonts\\Candara.ttf\n",
      "Felix Titling - C:\\WINDOWS\\Fonts\\FELIXTI.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibril.ttf\n",
      "FangSong - C:\\WINDOWS\\Fonts\\simfang.ttf\n",
      "DengXian - C:\\Windows\\Fonts\\Deng.ttf\n",
      "Gabriola - C:\\WINDOWS\\Fonts\\Gabriola.ttf\n",
      "Microsoft Tai Le - C:\\WINDOWS\\Fonts\\taile.ttf\n",
      "Vivaldi - C:\\Windows\\Fonts\\VIVALDII.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguisb.ttf\n",
      "Cooper Black - C:\\WINDOWS\\Fonts\\COOPBL.TTF\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PERI____.TTF\n",
      "Microsoft Tai Le - C:\\WINDOWS\\Fonts\\taileb.ttf\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GILBI___.TTF\n",
      "Sitka - C:\\WINDOWS\\Fonts\\SitkaVF-Italic.ttf\n",
      "Perpetua - C:\\Windows\\Fonts\\PER_____.TTF\n",
      "Segoe UI Symbol - C:\\WINDOWS\\Fonts\\seguisym.ttf\n",
      "Segoe MDL2 Assets - C:\\WINDOWS\\Fonts\\segmdl2.ttf\n",
      "Haettenschweiler - C:\\Windows\\Fonts\\HATTEN.TTF\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-LIGHT.TTF\n",
      "Microsoft YaHei - C:\\WINDOWS\\Fonts\\msyhbd.ttc\n",
      "Microsoft YaHei - C:\\WINDOWS\\Fonts\\msyhl.ttc\n",
      "Modern No. 20 - C:\\WINDOWS\\Fonts\\MOD20.TTF\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPEB.TTF\n",
      "Times New Roman - C:\\Windows\\Fonts\\timesi.ttf\n",
      "Elephant - C:\\WINDOWS\\Fonts\\ELEPHNT.TTF\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothM.ttc\n",
      "Papyrus - C:\\Windows\\Fonts\\PAPYRUS.TTF\n",
      "Arial Unicode MS - C:\\Windows\\Fonts\\ARIALUNI.TTF\n",
      "Informal Roman - C:\\Windows\\Fonts\\INFROMAN.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting-Bold.otf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\ANTQUAI.TTF\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GIL_____.TTF\n",
      "Tahoma - C:\\WINDOWS\\Fonts\\tahoma.ttf\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\SCHLBKB.TTF\n",
      "Berlin Sans FB Demi - C:\\Windows\\Fonts\\BRLNSDB.TTF\n",
      "Calibri - C:\\Windows\\Fonts\\calibriz.ttf\n",
      "Microsoft JhengHei - C:\\WINDOWS\\Fonts\\msjhbd.ttc\n",
      "Sitka - C:\\Windows\\Fonts\\SitkaVF-Italic.ttf\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAXI.TTF\n",
      "Magneto - C:\\WINDOWS\\Fonts\\MAGNETOB.TTF\n",
      "Jokerman - C:\\Windows\\Fonts\\JOKERMAN.TTF\n",
      "MS Reference Specialty - C:\\Windows\\Fonts\\REFSPCL.TTF\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comicbd.ttf\n",
      "Corbel - C:\\Windows\\Fonts\\corbell.ttf\n",
      "Gabriola - C:\\Windows\\Fonts\\Gabriola.ttf\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbel.ttf\n",
      "Lucida Handwriting - C:\\Windows\\Fonts\\LHANDW.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbelli.ttf\n",
      "STKaiti - C:\\Windows\\Fonts\\STKAITI.TTF\n",
      "Gill Sans Ultra Bold - C:\\Windows\\Fonts\\GILSANUB.TTF\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPE.TTF\n",
      "Segoe UI Historic - C:\\Windows\\Fonts\\seguihis.ttf\n",
      "Lucida Calligraphy - C:\\Windows\\Fonts\\LCALLIG.TTF\n",
      "Maiandra GD - C:\\Windows\\Fonts\\MAIAN.TTF\n",
      "Castellar - C:\\WINDOWS\\Fonts\\CASTELAR.TTF\n",
      "Webdings - C:\\Windows\\Fonts\\webdings.ttf\n",
      "Microsoft New Tai Lue - C:\\WINDOWS\\Fonts\\ntailu.ttf\n",
      "Segoe Print - C:\\Windows\\Fonts\\segoepr.ttf\n",
      "Eras Medium ITC - C:\\Windows\\Fonts\\ERASMD.TTF\n",
      "Segoe UI Emoji - C:\\WINDOWS\\Fonts\\seguiemj.ttf\n",
      "Felix Titling - C:\\Windows\\Fonts\\FELIXTI.TTF\n",
      "Goudy Old Style - C:\\WINDOWS\\Fonts\\GOUDOSB.TTF\n",
      "Matura MT Script Capitals - C:\\WINDOWS\\Fonts\\MATURASC.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguisli.ttf\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebucbi.ttf\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PERBI___.TTF\n",
      "SimSun-ExtB - C:\\WINDOWS\\Fonts\\simsunb.ttf\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALIST.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CR.TTF\n",
      "Viner Hand ITC - C:\\WINDOWS\\Fonts\\VINERITC.TTF\n",
      "OCR A Extended - C:\\Windows\\Fonts\\OCRAEXT.TTF\n",
      "Tempus Sans ITC - C:\\Windows\\Fonts\\TEMPSITC.TTF\n",
      "Cooper Black - C:\\Windows\\Fonts\\COOPBL.TTF\n",
      "Nirmala UI - C:\\Windows\\Fonts\\NirmalaB.ttf\n",
      "Leelawadee UI - C:\\WINDOWS\\Fonts\\LeelUIsl.ttf\n",
      "Malgun Gothic - C:\\WINDOWS\\Fonts\\malgun.ttf\n",
      "Bell MT - C:\\Windows\\Fonts\\BELLI.TTF\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANS.TTF\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITEDI.TTF\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothB.ttc\n",
      "Tw Cen MT Condensed Extra Bold - C:\\WINDOWS\\Fonts\\TCCEB.TTF\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\ANTQUABI.TTF\n",
      "STXingkai - C:\\Windows\\Fonts\\STXINGKA.TTF\n",
      "Bahnschrift - C:\\Windows\\Fonts\\bahnschrift.ttf\n",
      "Perpetua Titling MT - C:\\Windows\\Fonts\\PERTILI.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_BLAI.TTF\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCMI____.TTF\n",
      "Cambria - C:\\Windows\\Fonts\\cambriai.ttf\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALIST.TTF\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALISTI.TTF\n",
      "Myanmar Text - C:\\Windows\\Fonts\\mmrtext.ttf\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\CENSCBK.TTF\n",
      "Malgun Gothic - C:\\Windows\\Fonts\\malgunsl.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consolaz.ttf\n",
      "Javanese Text - C:\\WINDOWS\\Fonts\\javatext.ttf\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CBI.TTF\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgiab.ttf\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\SCHLBKI.TTF\n",
      "Sans Serif Collection - C:\\WINDOWS\\Fonts\\SansSerifCollection.ttf\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebuc.ttf\n",
      "Franklin Gothic Medium - C:\\WINDOWS\\Fonts\\framd.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguisb.ttf\n",
      "MingLiU-ExtB - C:\\Windows\\Fonts\\mingliub.ttc\n",
      "Broadway - C:\\Windows\\Fonts\\BROADW.TTF\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\ANTQUAI.TTF\n",
      "Blackadder ITC - C:\\WINDOWS\\Fonts\\ITCBLKAD.TTF\n",
      "Wingdings 3 - C:\\WINDOWS\\Fonts\\WINGDNG3.TTF\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constanz.ttf\n",
      "Times New Roman - C:\\Windows\\Fonts\\times.ttf\n",
      "Footlight MT Light - C:\\Windows\\Fonts\\FTLTLT.TTF\n",
      "Gloucester MT Extra Condensed - C:\\WINDOWS\\Fonts\\GLECB.TTF\n",
      "Impact - C:\\WINDOWS\\Fonts\\impact.ttf\n",
      "STKaiti - C:\\WINDOWS\\Fonts\\STKAITI.TTF\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PERB____.TTF\n",
      "Blackadder ITC - C:\\Windows\\Fonts\\ITCBLKAD.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_R.TTF\n",
      "Franklin Gothic Heavy - C:\\WINDOWS\\Fonts\\FRAHVIT.TTF\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAXD.TTF\n",
      "Constantia - C:\\Windows\\Fonts\\constani.ttf\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHICBI.TTF\n",
      "Gill Sans MT Condensed - C:\\WINDOWS\\Fonts\\GILC____.TTF\n",
      "Edwardian Script ITC - C:\\WINDOWS\\Fonts\\ITCEDSCR.TTF\n",
      "Marlett - C:\\WINDOWS\\Fonts\\marlett.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibrib.ttf\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANSDI.TTF\n",
      "Old English Text MT - C:\\WINDOWS\\Fonts\\OLDENGL.TTF\n",
      "Parchment - C:\\Windows\\Fonts\\PARCHM.TTF\n",
      "Centaur - C:\\WINDOWS\\Fonts\\CENTAUR.TTF\n",
      "Palace Script MT - C:\\Windows\\Fonts\\PALSCRI.TTF\n",
      "Playbill - C:\\WINDOWS\\Fonts\\PLAYBILL.TTF\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GIL_____.TTF\n",
      "Century - C:\\WINDOWS\\Fonts\\CENTURY.TTF\n",
      "Leelawadee UI - C:\\WINDOWS\\Fonts\\LeelaUIb.ttf\n",
      "Ebrima - C:\\WINDOWS\\Fonts\\ebrima.ttf\n",
      "Malgun Gothic - C:\\Windows\\Fonts\\malgun.ttf\n",
      "Pristina - C:\\Windows\\Fonts\\PRISTINA.TTF\n",
      "Eras Demi ITC - C:\\Windows\\Fonts\\ERASDEMI.TTF\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHICI.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibri.ttf\n",
      "Century - C:\\Windows\\Fonts\\CENTURY.TTF\n",
      "Engravers MT - C:\\WINDOWS\\Fonts\\ENGR.TTF\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAX.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_BI.TTF\n",
      "Juice ITC - C:\\WINDOWS\\Fonts\\JUICE___.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbel.ttf\n",
      "Franklin Gothic Demi Cond - C:\\Windows\\Fonts\\FRADMCN.TTF\n",
      "STSong - C:\\WINDOWS\\Fonts\\STSONG.TTF\n",
      "Gill Sans Ultra Bold Condensed - C:\\Windows\\Fonts\\GILLUBCD.TTF\n",
      "STCaiyun - C:\\WINDOWS\\Fonts\\STCAIYUN.TTF\n",
      "Palace Script MT - C:\\WINDOWS\\Fonts\\PALSCRI.TTF\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\CENSCBK.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\arialbi.ttf\n",
      "Gigi - C:\\Windows\\Fonts\\GIGI.TTF\n",
      "Elephant - C:\\Windows\\Fonts\\ELEPHNT.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALNB.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuii.ttf\n",
      "Microsoft Yi Baiti - C:\\WINDOWS\\Fonts\\msyi.ttf\n",
      "Corbel - C:\\Windows\\Fonts\\corbelz.ttf\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\pala.ttf\n",
      "Elephant - C:\\WINDOWS\\Fonts\\ELEPHNTI.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_PSTC.TTF\n",
      "Vivaldi - C:\\WINDOWS\\Fonts\\VIVALDII.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbeli.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibrii.ttf\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comic.ttf\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\BKANT.TTF\n",
      "Garamond - C:\\Windows\\Fonts\\GARA.TTF\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-REGULAR.TTF\n",
      "FangSong - C:\\Windows\\Fonts\\simfang.ttf\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consolaz.ttf\n",
      "Arial - C:\\WINDOWS\\Fonts\\arial.ttf\n",
      "Poor Richard - C:\\Windows\\Fonts\\POORICH.TTF\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCB_____.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbelb.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuiz.ttf\n",
      "Gill Sans MT Ext Condensed Bold - C:\\WINDOWS\\Fonts\\GLSNECB.TTF\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPEB.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CR.TTF\n",
      "Franklin Gothic Book - C:\\WINDOWS\\Fonts\\FRABK.TTF\n",
      "Bookshelf Symbol 7 - C:\\WINDOWS\\Fonts\\BSSYM7.TTF\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAXDI.TTF\n",
      "Georgia - C:\\Windows\\Fonts\\georgiab.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguisbi.ttf\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambria.ttc\n",
      "STXihei - C:\\Windows\\Fonts\\STXIHEI.TTF\n",
      "Ink Free - C:\\WINDOWS\\Fonts\\Inkfree.ttf\n",
      "Freestyle Script - C:\\WINDOWS\\Fonts\\FREESCPT.TTF\n",
      "OCR A Extended - C:\\WINDOWS\\Fonts\\OCRAEXT.TTF\n",
      "Ebrima - C:\\Windows\\Fonts\\ebrimabd.ttf\n",
      "Nirmala UI - C:\\WINDOWS\\Fonts\\NirmalaB.ttf\n",
      "DengXian - C:\\Windows\\Fonts\\Dengl.ttf\n",
      "Onyx - C:\\Windows\\Fonts\\ONYX.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALN.TTF\n",
      "Stencil - C:\\Windows\\Fonts\\STENCIL.TTF\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALISTBI.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbelb.ttf\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\palab.ttf\n",
      "Meiryo - C:\\Windows\\Fonts\\MEIRYOB.TTC\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuib.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguibli.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CB.TTF\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothM.ttc\n",
      "Leelawadee UI - C:\\WINDOWS\\Fonts\\LeelawUI.ttf\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHICBI.TTF\n",
      "Goudy Stout - C:\\Windows\\Fonts\\GOUDYSTO.TTF\n",
      "Corbel - C:\\Windows\\Fonts\\corbelli.ttf\n",
      "Candara - C:\\Windows\\Fonts\\Candarai.ttf\n",
      "SimSun - C:\\Windows\\Fonts\\simsun.ttc\n",
      "Copperplate Gothic Light - C:\\Windows\\Fonts\\COPRGTL.TTF\n",
      "MV Boli - C:\\Windows\\Fonts\\mvboli.ttf\n",
      "Meiryo - C:\\WINDOWS\\Fonts\\MEIRYOB.TTC\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambriai.ttf\n",
      "Microsoft PhagsPa - C:\\WINDOWS\\Fonts\\phagspa.ttf\n",
      "Georgia - C:\\Windows\\Fonts\\georgia.ttf\n",
      "Jokerman - C:\\WINDOWS\\Fonts\\JOKERMAN.TTF\n",
      "SimHei - C:\\Windows\\Fonts\\simhei.ttf\n",
      "Cascadia Code - C:\\WINDOWS\\Fonts\\CascadiaCode.ttf\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCB_____.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibrii.ttf\n",
      "Candara - C:\\Windows\\Fonts\\Candarab.ttf\n",
      "Brush Script MT - C:\\WINDOWS\\Fonts\\BRUSHSCI.TTF\n",
      "French Script MT - C:\\WINDOWS\\Fonts\\FRSCRIPT.TTF\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constanb.ttf\n",
      "Centaur - C:\\Windows\\Fonts\\CENTAUR.TTF\n",
      "MS Reference Specialty - C:\\WINDOWS\\Fonts\\REFSPCL.TTF\n",
      "Viner Hand ITC - C:\\Windows\\Fonts\\VINERITC.TTF\n",
      "Bauhaus 93 - C:\\WINDOWS\\Fonts\\BAUHS93.TTF\n",
      "Microsoft PhagsPa - C:\\Windows\\Fonts\\phagspa.ttf\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCKI.TTF\n",
      "Perpetua Titling MT - C:\\Windows\\Fonts\\PERTIBD.TTF\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHIC.TTF\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITE.TTF\n",
      "Kunstler Script - C:\\WINDOWS\\Fonts\\KUNSTLER.TTF\n",
      "Sans Serif Collection - C:\\Windows\\Fonts\\SansSerifCollection.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_B.TTF\n",
      "Cambria - C:\\Windows\\Fonts\\cambriaz.ttf\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCBI____.TTF\n",
      "Gadugi - C:\\Windows\\Fonts\\gadugi.ttf\n",
      "Microsoft PhagsPa - C:\\Windows\\Fonts\\phagspab.ttf\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\SCHLBKI.TTF\n",
      "Script MT Bold - C:\\Windows\\Fonts\\SCRIPTBL.TTF\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comici.ttf\n",
      "Script MT Bold - C:\\WINDOWS\\Fonts\\SCRIPTBL.TTF\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting-BoldItalic.otf\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GILI____.TTF\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GILB____.TTF\n",
      "Britannic Bold - C:\\WINDOWS\\Fonts\\BRITANIC.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ariali.ttf\n",
      "Wide Latin - C:\\Windows\\Fonts\\LATINWD.TTF\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPEBO.TTF\n",
      "Eras Light ITC - C:\\Windows\\Fonts\\ERASLGHT.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candarab.ttf\n",
      "Gill Sans Ultra Bold Condensed - C:\\WINDOWS\\Fonts\\GILLUBCD.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdanai.ttf\n",
      "Poor Richard - C:\\WINDOWS\\Fonts\\POORICH.TTF\n",
      "STSong - C:\\Windows\\Fonts\\STSONG.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuisl.ttf\n",
      "Symbol - C:\\Windows\\Fonts\\symbol.ttf\n",
      "Segoe Script - C:\\Windows\\Fonts\\segoesc.ttf\n",
      "Gill Sans MT - C:\\WINDOWS\\Fonts\\GILI____.TTF\n",
      "Mongolian Baiti - C:\\Windows\\Fonts\\monbaiti.ttf\n",
      "Modern No. 20 - C:\\Windows\\Fonts\\MOD20.TTF\n",
      "Arial - C:\\Windows\\Fonts\\arialbi.ttf\n",
      "High Tower Text - C:\\WINDOWS\\Fonts\\HTOWERT.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting-BoldItalic.otf\n",
      "Curlz MT - C:\\WINDOWS\\Fonts\\CURLZ___.TTF\n",
      "Franklin Gothic Demi - C:\\WINDOWS\\Fonts\\FRADMIT.TTF\n",
      "STXihei - C:\\WINDOWS\\Fonts\\STXIHEI.TTF\n",
      "Wingdings - C:\\Windows\\Fonts\\wingding.ttf\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANSD.TTF\n",
      "Segoe Script - C:\\Windows\\Fonts\\segoescb.ttf\n",
      "Leelawadee UI - C:\\Windows\\Fonts\\LeelaUIb.ttf\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibrili.ttf\n",
      "Goudy Old Style - C:\\Windows\\Fonts\\GOUDOSB.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_PSTC.TTF\n",
      "Goudy Old Style - C:\\WINDOWS\\Fonts\\GOUDOSI.TTF\n",
      "Segoe UI Symbol - C:\\Windows\\Fonts\\seguisym.ttf\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCBI____.TTF\n",
      "Lucida Fax - C:\\WINDOWS\\Fonts\\LFAXDI.TTF\n",
      "Segoe Print - C:\\Windows\\Fonts\\segoeprb.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeui.ttf\n",
      "Niagara Engraved - C:\\WINDOWS\\Fonts\\NIAGENG.TTF\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOSBI.TTF\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALISTB.TTF\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebuc.ttf\n",
      "Chiller - C:\\WINDOWS\\Fonts\\CHILLER.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_B.TTF\n",
      "Berlin Sans FB - C:\\Windows\\Fonts\\BRLNSR.TTF\n",
      "Franklin Gothic Demi Cond - C:\\WINDOWS\\Fonts\\FRADMCN.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\arialbd.ttf\n",
      "Verdana - C:\\Windows\\Fonts\\verdanai.ttf\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAX.TTF\n",
      "Gadugi - C:\\WINDOWS\\Fonts\\gadugi.ttf\n",
      "Algerian - C:\\Windows\\Fonts\\ALGER.TTF\n",
      "Perpetua - C:\\Windows\\Fonts\\PERBI___.TTF\n",
      "Microsoft JhengHei - C:\\Windows\\Fonts\\msjhbd.ttc\n",
      "Cambria - C:\\Windows\\Fonts\\cambria.ttc\n",
      "Californian FB - C:\\WINDOWS\\Fonts\\CALIFR.TTF\n",
      "Bahnschrift - C:\\WINDOWS\\Fonts\\bahnschrift.ttf\n",
      "Stencil - C:\\WINDOWS\\Fonts\\STENCIL.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbell.ttf\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\timesbi.ttf\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITEI.TTF\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comicbd.ttf\n",
      "Brush Script MT - C:\\Windows\\Fonts\\BRUSHSCI.TTF\n",
      "Goudy Old Style - C:\\WINDOWS\\Fonts\\GOUDOS.TTF\n",
      "Californian FB - C:\\Windows\\Fonts\\CALIFB.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuisl.ttf\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting.otf\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITE.TTF\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCM_____.TTF\n",
      "Eras Bold ITC - C:\\WINDOWS\\Fonts\\ERASBD.TTF\n",
      "Rockwell Condensed - C:\\WINDOWS\\Fonts\\ROCCB___.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuil.ttf\n",
      "DejaVu Math TeX Gyre - C:\\ProgramData\\kingsoft\\office6\\omath\\DejaVuMathTeXGyre.ttf\n",
      "Ebrima - C:\\WINDOWS\\Fonts\\ebrimabd.ttf\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCK.TTF\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPEBO.TTF\n",
      "Segoe UI Emoji - C:\\Windows\\Fonts\\seguiemj.ttf\n",
      "HoloLens MDL2 Assets - C:\\Windows\\Fonts\\holomdl2.ttf\n",
      "Franklin Gothic Heavy - C:\\Windows\\Fonts\\FRAHVIT.TTF\n",
      "Times New Roman - C:\\Windows\\Fonts\\timesbd.ttf\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constan.ttf\n",
      "Webdings - C:\\WINDOWS\\Fonts\\webdings.ttf\n",
      "Niagara Solid - C:\\Windows\\Fonts\\NIAGSOL.TTF\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCK.TTF\n",
      "Sylfaen - C:\\Windows\\Fonts\\sylfaen.ttf\n",
      "Bell MT - C:\\WINDOWS\\Fonts\\BELLB.TTF\n",
      "DengXian - C:\\WINDOWS\\Fonts\\Deng.ttf\n",
      "Microsoft New Tai Lue - C:\\Windows\\Fonts\\ntailub.ttf\n",
      "KaiTi - C:\\Windows\\Fonts\\simkai.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_R.TTF\n",
      "Berlin Sans FB - C:\\Windows\\Fonts\\BRLNSB.TTF\n",
      "Microsoft Sans Serif - C:\\WINDOWS\\Fonts\\micross.ttf\n",
      "Microsoft JhengHei - C:\\WINDOWS\\Fonts\\msjh.ttc\n",
      "KaiTi - C:\\WINDOWS\\Fonts\\simkai.ttf\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GILB____.TTF\n",
      "Perpetua - C:\\Windows\\Fonts\\PERB____.TTF\n",
      "Eras Demi ITC - C:\\WINDOWS\\Fonts\\ERASDEMI.TTF\n",
      "High Tower Text - C:\\Windows\\Fonts\\HTOWERT.TTF\n",
      "Snap ITC - C:\\WINDOWS\\Fonts\\SNAP____.TTF\n",
      "Segoe Script - C:\\WINDOWS\\Fonts\\segoescb.ttf\n",
      "Franklin Gothic Heavy - C:\\WINDOWS\\Fonts\\FRAHV.TTF\n",
      "STXinwei - C:\\Windows\\Fonts\\STXINWEI.TTF\n",
      "Gloucester MT Extra Condensed - C:\\Windows\\Fonts\\GLECB.TTF\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comic.ttf\n",
      "Californian FB - C:\\WINDOWS\\Fonts\\CALIFB.TTF\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-BOLD.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candarai.ttf\n",
      "Microsoft Himalaya - C:\\Windows\\Fonts\\himalaya.ttf\n",
      "SimSun - C:\\WINDOWS\\Fonts\\simsun.ttc\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHICI.TTF\n",
      "Chiller - C:\\Windows\\Fonts\\CHILLER.TTF\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\palai.ttf\n",
      "Bernard MT Condensed - C:\\Windows\\Fonts\\BERNHC.TTF\n",
      "Franklin Gothic Medium - C:\\Windows\\Fonts\\framdit.ttf\n",
      "Arial - C:\\Windows\\Fonts\\ARIALNB.TTF\n",
      "Ebrima - C:\\Windows\\Fonts\\ebrima.ttf\n",
      "Javanese Text - C:\\Windows\\Fonts\\javatext.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consola.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguibl.ttf\n",
      "Courier New - C:\\Windows\\Fonts\\courbi.ttf\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgiai.ttf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\ANTQUABI.TTF\n",
      "Ravie - C:\\WINDOWS\\Fonts\\RAVIE.TTF\n",
      "Franklin Gothic Book - C:\\WINDOWS\\Fonts\\FRABKIT.TTF\n",
      "STXingkai - C:\\WINDOWS\\Fonts\\STXINGKA.TTF\n",
      "FZShuTi - C:\\Windows\\Fonts\\FZSTK.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting-Italic.otf\n",
      "Elephant - C:\\Windows\\Fonts\\ELEPHNTI.TTF\n",
      "Juice ITC - C:\\Windows\\Fonts\\JUICE___.TTF\n",
      "Californian FB - C:\\WINDOWS\\Fonts\\CALIFI.TTF\n",
      "Baskerville Old Face - C:\\Windows\\Fonts\\BASKVILL.TTF\n",
      "Wingdings 3 - C:\\Windows\\Fonts\\WINGDNG3.TTF\n",
      "Microsoft Tai Le - C:\\Windows\\Fonts\\taileb.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibrili.ttf\n",
      "Lucida Sans Unicode - C:\\Windows\\Fonts\\l_10646.ttf\n",
      "Wingdings 2 - C:\\WINDOWS\\Fonts\\WINGDNG2.TTF\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\palabi.ttf\n",
      "Cambria - C:\\Windows\\Fonts\\cambriab.ttf\n",
      "STHupo - C:\\Windows\\Fonts\\STHUPO.TTF\n",
      "Franklin Gothic Demi - C:\\Windows\\Fonts\\FRADM.TTF\n",
      "Myanmar Text - C:\\WINDOWS\\Fonts\\mmrtext.ttf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\ANTQUAB.TTF\n",
      "MS Outlook - C:\\Windows\\Fonts\\OUTLOOK.TTF\n",
      "HoloLens MDL2 Assets - C:\\WINDOWS\\Fonts\\holomdl2.ttf\n",
      "Papyrus - C:\\WINDOWS\\Fonts\\PAPYRUS.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candarali.ttf\n",
      "Times New Roman - C:\\Windows\\Fonts\\timesbi.ttf\n",
      "Rockwell Condensed - C:\\WINDOWS\\Fonts\\ROCC____.TTF\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\times.ttf\n",
      "Sitka - C:\\Windows\\Fonts\\SitkaVF.ttf\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-REGULAR.TTF\n",
      "Microsoft Tai Le - C:\\Windows\\Fonts\\taile.ttf\n",
      "Microsoft YaHei - C:\\Windows\\Fonts\\msyh.ttc\n",
      "Imprint MT Shadow - C:\\WINDOWS\\Fonts\\IMPRISHA.TTF\n",
      "Courier New - C:\\Windows\\Fonts\\courbd.ttf\n",
      "SimHei - C:\\WINDOWS\\Fonts\\simhei.ttf\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCKBI.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguisbi.ttf\n",
      "Cascadia Mono - C:\\Windows\\Fonts\\CascadiaMono.ttf\n",
      "STCaiyun - C:\\Windows\\Fonts\\STCAIYUN.TTF\n",
      "Sitka - C:\\WINDOWS\\Fonts\\SitkaVF.ttf\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothL.ttc\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_BLAI.TTF\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHIC.TTF\n",
      "Microsoft JhengHei - C:\\WINDOWS\\Fonts\\msjhl.ttc\n",
      "Candara - C:\\Windows\\Fonts\\Candaraz.ttf\n",
      "Cascadia Mono - C:\\WINDOWS\\Fonts\\CascadiaMono.ttf\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\palai.ttf\n",
      "Comic Sans MS - C:\\WINDOWS\\Fonts\\comicz.ttf\n",
      "Mongolian Baiti - C:\\WINDOWS\\Fonts\\monbaiti.ttf\n",
      "Freestyle Script - C:\\Windows\\Fonts\\FREESCPT.TTF\n",
      "Segoe Print - C:\\WINDOWS\\Fonts\\segoeprb.ttf\n",
      "Microsoft YaHei - C:\\Windows\\Fonts\\msyhl.ttc\n",
      "Courier New - C:\\Windows\\Fonts\\cour.ttf\n",
      "Gadugi - C:\\WINDOWS\\Fonts\\gadugib.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuib.ttf\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebucbd.ttf\n",
      "Niagara Engraved - C:\\Windows\\Fonts\\NIAGENG.TTF\n",
      "Lucida Calligraphy - C:\\WINDOWS\\Fonts\\LCALLIG.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeui.ttf\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCKB.TTF\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebucit.ttf\n",
      "Copperplate Gothic Bold - C:\\Windows\\Fonts\\COPRGTB.TTF\n",
      "Franklin Gothic Book - C:\\Windows\\Fonts\\FRABK.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdanab.ttf\n",
      "STXinwei - C:\\WINDOWS\\Fonts\\STXINWEI.TTF\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting-Italic.otf\n",
      "Eras Bold ITC - C:\\Windows\\Fonts\\ERASBD.TTF\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgiaz.ttf\n",
      "Symbol - C:\\WINDOWS\\Fonts\\symbol.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguisli.ttf\n",
      "Courier New - C:\\WINDOWS\\Fonts\\couri.ttf\n",
      "Rockwell Condensed - C:\\Windows\\Fonts\\ROCC____.TTF\n",
      "STLiti - C:\\WINDOWS\\Fonts\\STLITI.TTF\n",
      "Agency FB - C:\\Windows\\Fonts\\AGENCYB.TTF\n",
      "Snap ITC - C:\\Windows\\Fonts\\SNAP____.TTF\n",
      "Georgia - C:\\WINDOWS\\Fonts\\georgia.ttf\n",
      "Footlight MT Light - C:\\WINDOWS\\Fonts\\FTLTLT.TTF\n",
      "MS Gothic - C:\\WINDOWS\\Fonts\\msgothic.ttc\n",
      "Agency FB - C:\\WINDOWS\\Fonts\\AGENCYB.TTF\n",
      "Bell MT - C:\\Windows\\Fonts\\BELL.TTF\n",
      "Century Schoolbook - C:\\WINDOWS\\Fonts\\SCHLBKBI.TTF\n",
      "Franklin Gothic Medium - C:\\WINDOWS\\Fonts\\framdit.ttf\n",
      "Microsoft PhagsPa - C:\\WINDOWS\\Fonts\\phagspab.ttf\n",
      "Segoe Print - C:\\WINDOWS\\Fonts\\segoepr.ttf\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\palab.ttf\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothL.ttc\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_I.TTF\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOSI.TTF\n",
      "Parchment - C:\\WINDOWS\\Fonts\\PARCHM.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguibl.ttf\n",
      "Leelawadee UI - C:\\Windows\\Fonts\\LeelawUI.ttf\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCKB.TTF\n",
      "Colonna MT - C:\\WINDOWS\\Fonts\\COLONNA.TTF\n",
      "Nirmala UI - C:\\WINDOWS\\Fonts\\Nirmala.ttf\n",
      "Bradley Hand ITC - C:\\WINDOWS\\Fonts\\BRADHITC.TTF\n",
      "Courier New - C:\\WINDOWS\\Fonts\\courbd.ttf\n",
      "Baskerville Old Face - C:\\WINDOWS\\Fonts\\BASKVILL.TTF\n",
      "Segoe Script - C:\\WINDOWS\\Fonts\\segoesc.ttf\n",
      "Agency FB - C:\\Windows\\Fonts\\AGENCYR.TTF\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consolab.ttf\n",
      "Imprint MT Shadow - C:\\Windows\\Fonts\\IMPRISHA.TTF\n",
      "Rockwell - C:\\Windows\\Fonts\\ROCKBI.TTF\n",
      "Malgun Gothic - C:\\WINDOWS\\Fonts\\malgunsl.ttf\n",
      "Lucida Sans - C:\\Windows\\Fonts\\LSANSI.TTF\n",
      "Segoe UI Variable - C:\\Windows\\Fonts\\SegUIVar.ttf\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothB.ttc\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-MEDIUM.TTF\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\timesbd.ttf\n",
      "Garamond - C:\\WINDOWS\\Fonts\\GARAIT.TTF\n",
      "Rockwell - C:\\WINDOWS\\Fonts\\ROCKI.TTF\n",
      "Algerian - C:\\WINDOWS\\Fonts\\ALGER.TTF\n",
      "Wingdings - C:\\WINDOWS\\Fonts\\wingding.ttf\n",
      "Kristen ITC - C:\\WINDOWS\\Fonts\\ITCKRIST.TTF\n",
      "Lucida Console - C:\\Windows\\Fonts\\lucon.ttf\n",
      "Arial - C:\\Windows\\Fonts\\arial.ttf\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOS.TTF\n",
      "Franklin Gothic Heavy - C:\\Windows\\Fonts\\FRAHV.TTF\n",
      "Harlow Solid Italic - C:\\Windows\\Fonts\\HARLOWSI.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ariali.ttf\n",
      "Malgun Gothic - C:\\Windows\\Fonts\\malgunbd.ttf\n",
      "Rage Italic - C:\\WINDOWS\\Fonts\\RAGE.TTF\n",
      "Informal Roman - C:\\WINDOWS\\Fonts\\INFROMAN.TTF\n",
      "Constantia - C:\\WINDOWS\\Fonts\\constani.ttf\n",
      "Lucida Sans Typewriter - C:\\WINDOWS\\Fonts\\LTYPEO.TTF\n",
      "Franklin Gothic Medium Cond - C:\\WINDOWS\\Fonts\\FRAMDCN.TTF\n",
      "Verdana - C:\\Windows\\Fonts\\verdanaz.ttf\n",
      "YouYuan - C:\\Windows\\Fonts\\SIMYOU.TTF\n",
      "Courier New - C:\\WINDOWS\\Fonts\\cour.ttf\n",
      "Gill Sans Ultra Bold - C:\\WINDOWS\\Fonts\\GILSANUB.TTF\n",
      "Perpetua Titling MT - C:\\WINDOWS\\Fonts\\PERTILI.TTF\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebucbd.ttf\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consola.ttf\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_BI.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CB.TTF\n",
      "Arial Unicode MS - C:\\WINDOWS\\Fonts\\ARIALUNI.TTF\n",
      "Georgia - C:\\Windows\\Fonts\\georgiai.ttf\n",
      "Rockwell Condensed - C:\\Windows\\Fonts\\ROCCB___.TTF\n",
      "Microsoft YaHei - C:\\WINDOWS\\Fonts\\msyh.ttc\n",
      "Tw Cen MT Condensed - C:\\Windows\\Fonts\\TCCB____.TTF\n",
      "Berlin Sans FB - C:\\WINDOWS\\Fonts\\BRLNSB.TTF\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibriz.ttf\n",
      "Bauhaus 93 - C:\\Windows\\Fonts\\BAUHS93.TTF\n",
      "Nirmala UI - C:\\Windows\\Fonts\\Nirmala.ttf\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOSB.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ARIALNI.TTF\n",
      "Century Gothic - C:\\Windows\\Fonts\\GOTHICB.TTF\n",
      "Impact - C:\\Windows\\Fonts\\impact.ttf\n",
      "Bookshelf Symbol 7 - C:\\Windows\\Fonts\\BSSYM7.TTF\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAXD.TTF\n",
      "Garamond - C:\\Windows\\Fonts\\GARAIT.TTF\n",
      "Harrington - C:\\WINDOWS\\Fonts\\HARNGTON.TTF\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANSD.TTF\n",
      "Pristina - C:\\WINDOWS\\Fonts\\PRISTINA.TTF\n",
      "Perpetua - C:\\Windows\\Fonts\\PERI____.TTF\n",
      "FZShuTi - C:\\WINDOWS\\Fonts\\FZSTK.TTF\n",
      "Gigi - C:\\WINDOWS\\Fonts\\GIGI.TTF\n",
      "Segoe Fluent Icons - C:\\WINDOWS\\Fonts\\SegoeIcons.ttf\n",
      "Tempus Sans ITC - C:\\WINDOWS\\Fonts\\TEMPSITC.TTF\n",
      "Palatino Linotype - C:\\Windows\\Fonts\\pala.ttf\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbelz.ttf\n",
      "Calisto MT - C:\\WINDOWS\\Fonts\\CALISTB.TTF\n",
      "Eras Light ITC - C:\\WINDOWS\\Fonts\\ERASLGHT.TTF\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comici.ttf\n",
      "Bernard MT Condensed - C:\\WINDOWS\\Fonts\\BERNHC.TTF\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITED.TTF\n",
      "Times New Roman - C:\\WINDOWS\\Fonts\\timesi.ttf\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOSB.TTF\n",
      "High Tower Text - C:\\Windows\\Fonts\\HTOWERTI.TTF\n",
      "Harlow Solid Italic - C:\\WINDOWS\\Fonts\\HARLOWSI.TTF\n",
      "Comic Sans MS - C:\\Windows\\Fonts\\comicz.ttf\n",
      "Lucida Console - C:\\WINDOWS\\Fonts\\lucon.ttf\n",
      "Franklin Gothic Medium - C:\\Windows\\Fonts\\framd.ttf\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candaral.ttf\n",
      "Axure Handwriting - C:\\Windows\\Fonts\\AxureHandwriting-Bold.otf\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANSI.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ARIALN.TTF\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANS.TTF\n",
      "Corbel - C:\\WINDOWS\\Fonts\\corbeli.ttf\n",
      "Perpetua Titling MT - C:\\WINDOWS\\Fonts\\PERTIBD.TTF\n",
      "STHupo - C:\\WINDOWS\\Fonts\\STHUPO.TTF\n",
      "MS Gothic - C:\\Windows\\Fonts\\msgothic.ttc\n",
      "Arial Rounded MT Bold - C:\\WINDOWS\\Fonts\\ARLRDBD.TTF\n",
      "Tahoma - C:\\WINDOWS\\Fonts\\tahomabd.ttf\n",
      "Constantia - C:\\Windows\\Fonts\\constanb.ttf\n",
      "Californian FB - C:\\Windows\\Fonts\\CALIFI.TTF\n",
      "Segoe MDL2 Assets - C:\\Windows\\Fonts\\segmdl2.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\seguili.ttf\n",
      "Lucida Fax - C:\\Windows\\Fonts\\LFAXI.TTF\n",
      "Curlz MT - C:\\Windows\\Fonts\\CURLZ___.TTF\n",
      "MV Boli - C:\\WINDOWS\\Fonts\\mvboli.ttf\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CBI.TTF\n",
      "Nirmala UI - C:\\WINDOWS\\Fonts\\NirmalaS.ttf\n",
      "Meiryo - C:\\WINDOWS\\Fonts\\MEIRYO.TTC\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALISTI.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_CI.TTF\n",
      "STFangsong - C:\\WINDOWS\\Fonts\\STFANGSO.TTF\n",
      "Lucida Handwriting - C:\\WINDOWS\\Fonts\\LHANDW.TTF\n",
      "Georgia - C:\\Windows\\Fonts\\georgiaz.ttf\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\SCHLBKBI.TTF\n",
      "Microsoft Sans Serif - C:\\Windows\\Fonts\\micross.ttf\n",
      "Gill Sans MT Condensed - C:\\Windows\\Fonts\\GILC____.TTF\n",
      "Candara - C:\\Windows\\Fonts\\Candaral.ttf\n",
      "Tw Cen MT Condensed - C:\\WINDOWS\\Fonts\\TCCB____.TTF\n",
      "Arial - C:\\WINDOWS\\Fonts\\ariblk.ttf\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPEO.TTF\n",
      "Tw Cen MT - C:\\Windows\\Fonts\\TCM_____.TTF\n",
      "Microsoft JhengHei - C:\\Windows\\Fonts\\msjhl.ttc\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOS.TTF\n",
      "Harrington - C:\\Windows\\Fonts\\HARNGTON.TTF\n",
      "Segoe UI Variable - C:\\WINDOWS\\Fonts\\SegUIVar.ttf\n",
      "Goudy Old Style - C:\\Windows\\Fonts\\GOUDOSI.TTF\n",
      "Bradley Hand ITC - C:\\Windows\\Fonts\\BRADHITC.TTF\n",
      "MS Outlook - C:\\WINDOWS\\Fonts\\OUTLOOK.TTF\n",
      "Bookman Old Style - C:\\Windows\\Fonts\\BOOKOSBI.TTF\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-BOLD.TTF\n",
      "Eras Medium ITC - C:\\WINDOWS\\Fonts\\ERASMD.TTF\n",
      "Calisto MT - C:\\Windows\\Fonts\\CALISTBI.TTF\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candara.ttf\n",
      "Berlin Sans FB - C:\\WINDOWS\\Fonts\\BRLNSR.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguibli.ttf\n",
      "Niagara Solid - C:\\WINDOWS\\Fonts\\NIAGSOL.TTF\n",
      "Segoe UI - C:\\Windows\\Fonts\\seguili.ttf\n",
      "Wide Latin - C:\\WINDOWS\\Fonts\\LATINWD.TTF\n",
      "Microsoft New Tai Lue - C:\\WINDOWS\\Fonts\\ntailub.ttf\n",
      "Berlin Sans FB Demi - C:\\WINDOWS\\Fonts\\BRLNSDB.TTF\n",
      "FZYaoTi - C:\\WINDOWS\\Fonts\\FZYTK.TTF\n",
      "Onyx - C:\\WINDOWS\\Fonts\\ONYX.TTF\n",
      "LiSu - C:\\WINDOWS\\Fonts\\SIMLI.TTF\n",
      "Wingdings 2 - C:\\Windows\\Fonts\\WINGDNG2.TTF\n",
      "Century Schoolbook - C:\\Windows\\Fonts\\SCHLBKB.TTF\n",
      "DengXian - C:\\WINDOWS\\Fonts\\Dengb.ttf\n",
      "Tw Cen MT - C:\\WINDOWS\\Fonts\\TCMI____.TTF\n",
      "SimSun-ExtB - C:\\Windows\\Fonts\\simsunb.ttf\n",
      "Book Antiqua - C:\\WINDOWS\\Fonts\\ANTQUAB.TTF\n",
      "Tw Cen MT Condensed Extra Bold - C:\\Windows\\Fonts\\TCCEB.TTF\n",
      "Constantia - C:\\Windows\\Fonts\\constan.ttf\n",
      "Engravers MT - C:\\Windows\\Fonts\\ENGR.TTF\n",
      "MingLiU-ExtB - C:\\WINDOWS\\Fonts\\mingliub.ttc\n",
      "Vladimir Script - C:\\WINDOWS\\Fonts\\VLADIMIR.TTF\n",
      "Garamond - C:\\WINDOWS\\Fonts\\GARABD.TTF\n",
      "Magneto - C:\\Windows\\Fonts\\MAGNETOB.TTF\n",
      "Broadway - C:\\WINDOWS\\Fonts\\BROADW.TTF\n",
      "Arial Rounded MT Bold - C:\\Windows\\Fonts\\ARLRDBD.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_I.TTF\n",
      "MS Reference Sans Serif - C:\\WINDOWS\\Fonts\\REFSAN.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ariblk.ttf\n",
      "Segoe UI Historic - C:\\WINDOWS\\Fonts\\seguihis.ttf\n",
      "Old English Text MT - C:\\Windows\\Fonts\\OLDENGL.TTF\n",
      "Forte - C:\\WINDOWS\\Fonts\\FORTE.TTF\n",
      "Franklin Gothic Medium Cond - C:\\Windows\\Fonts\\FRAMDCN.TTF\n",
      "Rockwell Extra Bold - C:\\Windows\\Fonts\\ROCKEB.TTF\n",
      "Matura MT Script Capitals - C:\\Windows\\Fonts\\MATURASC.TTF\n",
      "Tahoma - C:\\Windows\\Fonts\\tahoma.ttf\n",
      "STZhongsong - C:\\Windows\\Fonts\\STZHONGS.TTF\n",
      "Mistral - C:\\Windows\\Fonts\\MISTRAL.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdanaz.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibri.ttf\n",
      "Dubai - C:\\WINDOWS\\Fonts\\DUBAI-LIGHT.TTF\n",
      "Forte - C:\\Windows\\Fonts\\FORTE.TTF\n",
      "Axure Handwriting - C:\\WINDOWS\\Fonts\\AxureHandwriting.otf\n",
      "Microsoft Yi Baiti - C:\\Windows\\Fonts\\msyi.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consolab.ttf\n",
      "STZhongsong - C:\\WINDOWS\\Fonts\\STZHONGS.TTF\n",
      "Cascadia Code - C:\\Windows\\Fonts\\CascadiaCode.ttf\n",
      "STFangsong - C:\\Windows\\Fonts\\STFANGSO.TTF\n",
      "Verdana - C:\\Windows\\Fonts\\verdana.ttf\n",
      "Kristen ITC - C:\\Windows\\Fonts\\ITCKRIST.TTF\n",
      "YouYuan - C:\\WINDOWS\\Fonts\\SIMYOU.TTF\n",
      "Tahoma - C:\\Windows\\Fonts\\tahomabd.ttf\n",
      "Candara - C:\\Windows\\Fonts\\Candarali.ttf\n",
      "French Script MT - C:\\Windows\\Fonts\\FRSCRIPT.TTF\n",
      "Playbill - C:\\Windows\\Fonts\\PLAYBILL.TTF\n",
      "MT Extra - C:\\Program Files (x86)\\Common Files\\Microsoft Shared\\EQUATION\\MTEXTRA.TTF\n",
      "Leelawadee UI - C:\\Windows\\Fonts\\LeelUIsl.ttf\n",
      "Haettenschweiler - C:\\WINDOWS\\Fonts\\HATTEN.TTF\n",
      "Bell MT - C:\\Windows\\Fonts\\BELLB.TTF\n",
      "Bookman Old Style - C:\\WINDOWS\\Fonts\\BOOKOSI.TTF\n",
      "Goudy Stout - C:\\WINDOWS\\Fonts\\GOUDYSTO.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_BLAR.TTF\n",
      "Sylfaen - C:\\WINDOWS\\Fonts\\sylfaen.ttf\n",
      "Arial - C:\\Windows\\Fonts\\ARIALNI.TTF\n",
      "Bodoni MT - C:\\Windows\\Fonts\\BOD_CI.TTF\n",
      "Myanmar Text - C:\\Windows\\Fonts\\mmrtextb.ttf\n",
      "Agency FB - C:\\WINDOWS\\Fonts\\AGENCYR.TTF\n",
      "Perpetua - C:\\WINDOWS\\Fonts\\PER_____.TTF\n",
      "Trebuchet MS - C:\\Windows\\Fonts\\trebucbi.ttf\n",
      "Arial - C:\\Windows\\Fonts\\arialbd.ttf\n",
      "Book Antiqua - C:\\Windows\\Fonts\\BKANT.TTF\n",
      "Malgun Gothic - C:\\WINDOWS\\Fonts\\malgunbd.ttf\n",
      "Calibri - C:\\Windows\\Fonts\\calibril.ttf\n",
      "Constantia - C:\\Windows\\Fonts\\constanz.ttf\n",
      "Tw Cen MT Condensed - C:\\WINDOWS\\Fonts\\TCCM____.TTF\n",
      "LiSu - C:\\Windows\\Fonts\\SIMLI.TTF\n",
      "Palatino Linotype - C:\\WINDOWS\\Fonts\\palabi.ttf\n",
      "Franklin Gothic Demi - C:\\WINDOWS\\Fonts\\FRADM.TTF\n",
      "Franklin Gothic Book - C:\\Windows\\Fonts\\FRABKIT.TTF\n",
      "Yu Gothic - C:\\Windows\\Fonts\\YuGothR.ttc\n",
      "Monotype Corsiva - C:\\Windows\\Fonts\\MTCORSVA.TTF\n",
      "Garamond - C:\\Windows\\Fonts\\GARABD.TTF\n",
      "Gill Sans MT - C:\\Windows\\Fonts\\GILBI___.TTF\n",
      "Myanmar Text - C:\\WINDOWS\\Fonts\\mmrtextb.ttf\n",
      "Microsoft JhengHei - C:\\Windows\\Fonts\\msjh.ttc\n",
      "Courier New - C:\\Windows\\Fonts\\couri.ttf\n",
      "Lucida Sans Unicode - C:\\WINDOWS\\Fonts\\l_10646.ttf\n",
      "Showcard Gothic - C:\\WINDOWS\\Fonts\\SHOWG.TTF\n",
      "Yu Gothic - C:\\WINDOWS\\Fonts\\YuGothR.ttc\n",
      "Dubai - C:\\Windows\\Fonts\\DUBAI-MEDIUM.TTF\n",
      "Courier New - C:\\WINDOWS\\Fonts\\courbi.ttf\n",
      "Segoe UI - C:\\Windows\\Fonts\\segoeuii.ttf\n",
      "Century Gothic - C:\\WINDOWS\\Fonts\\GOTHICB.TTF\n",
      "Garamond - C:\\WINDOWS\\Fonts\\GARA.TTF\n",
      "Britannic Bold - C:\\Windows\\Fonts\\BRITANIC.TTF\n",
      "STLiti - C:\\Windows\\Fonts\\STLITI.TTF\n",
      "Lucida Sans - C:\\WINDOWS\\Fonts\\LSANSDI.TTF\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambriaz.ttf\n",
      "Trebuchet MS - C:\\WINDOWS\\Fonts\\trebucit.ttf\n",
      "High Tower Text - C:\\WINDOWS\\Fonts\\HTOWERTI.TTF\n",
      "Monotype Corsiva - C:\\WINDOWS\\Fonts\\MTCORSVA.TTF\n",
      "FZYaoTi - C:\\Windows\\Fonts\\FZYTK.TTF\n",
      "Colonna MT - C:\\Windows\\Fonts\\COLONNA.TTF\n",
      "Microsoft Himalaya - C:\\WINDOWS\\Fonts\\himalaya.ttf\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuiz.ttf\n",
      "Consolas - C:\\Windows\\Fonts\\consolai.ttf\n",
      "Goudy Old Style - C:\\Windows\\Fonts\\GOUDOS.TTF\n",
      "DengXian - C:\\Windows\\Fonts\\Dengb.ttf\n",
      "Lucida Bright - C:\\Windows\\Fonts\\LBRITEDI.TTF\n",
      "Edwardian Script ITC - C:\\Windows\\Fonts\\ITCEDSCR.TTF\n",
      "Segoe UI - C:\\WINDOWS\\Fonts\\segoeuil.ttf\n",
      "Kunstler Script - C:\\Windows\\Fonts\\KUNSTLER.TTF\n",
      "Mistral - C:\\WINDOWS\\Fonts\\MISTRAL.TTF\n",
      "Verdana - C:\\Windows\\Fonts\\verdanab.ttf\n",
      "Ravie - C:\\Windows\\Fonts\\RAVIE.TTF\n",
      "Rockwell Extra Bold - C:\\WINDOWS\\Fonts\\ROCKEB.TTF\n",
      "Nirmala UI - C:\\Windows\\Fonts\\NirmalaS.ttf\n",
      "Candara - C:\\WINDOWS\\Fonts\\Candaraz.ttf\n",
      "MT Extra - C:\\WINDOWS\\Fonts\\MTEXTRA.TTF\n",
      "Meiryo - C:\\Windows\\Fonts\\MEIRYO.TTC\n",
      "Tw Cen MT Condensed - C:\\Windows\\Fonts\\TCCM____.TTF\n",
      "Castellar - C:\\Windows\\Fonts\\CASTELAR.TTF\n",
      "Vladimir Script - C:\\Windows\\Fonts\\VLADIMIR.TTF\n",
      "Californian FB - C:\\Windows\\Fonts\\CALIFR.TTF\n",
      "Copperplate Gothic Light - C:\\WINDOWS\\Fonts\\COPRGTL.TTF\n",
      "Cambria - C:\\WINDOWS\\Fonts\\cambriab.ttf\n",
      "Copperplate Gothic Bold - C:\\WINDOWS\\Fonts\\COPRGTB.TTF\n",
      "Bell MT - C:\\WINDOWS\\Fonts\\BELLI.TTF\n",
      "Bodoni MT - C:\\WINDOWS\\Fonts\\BOD_BLAR.TTF\n",
      "Gill Sans MT Ext Condensed Bold - C:\\Windows\\Fonts\\GLSNECB.TTF\n",
      "Verdana - C:\\WINDOWS\\Fonts\\verdana.ttf\n",
      "Calibri - C:\\WINDOWS\\Fonts\\calibrib.ttf\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITED.TTF\n",
      "Lucida Sans Typewriter - C:\\Windows\\Fonts\\LTYPE.TTF\n",
      "Microsoft YaHei - C:\\Windows\\Fonts\\msyhbd.ttc\n",
      "Segoe Fluent Icons - C:\\Windows\\Fonts\\SegoeIcons.ttf\n",
      "Lucida Bright - C:\\WINDOWS\\Fonts\\LBRITEI.TTF\n",
      "Arial - C:\\Windows\\Fonts\\ARIALNBI.TTF\n",
      "Bell MT - C:\\WINDOWS\\Fonts\\BELL.TTF\n",
      "Rage Italic - C:\\Windows\\Fonts\\RAGE.TTF\n",
      "Gadugi - C:\\Windows\\Fonts\\gadugib.ttf\n",
      "Consolas - C:\\WINDOWS\\Fonts\\consolai.ttf\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    " \n",
    "for font in font_manager.fontManager.ttflist:\n",
    "    # 查看字体名以及对应的字体文件名\n",
    "    print(font.name, '-', font.fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1ef299b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "#设置中文编码和负号的正常显示\n",
    "plt.rcParams['font.family']='Microsoft YaHei'\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d1838a2",
   "metadata": {},
   "source": [
    "## 任务 1 财务数据处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af996ccb",
   "metadata": {},
   "source": [
    "#### 任务 1.1 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f4a911db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(66386, 63)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据\n",
    "df = pd.read_csv('D:\\B题-企业财务数据分析与造假识别\\数据\\\\LR.csv')\n",
    "#筛选前的数据\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f4cc9cb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33414, 63)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#筛选出字段“Typrep”值为“A”的数据\n",
    "df = df[df['Typrep'] == 'A']\n",
    "#筛选后的数据\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e9e9eae4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存到“LR_1.csv”文件中\n",
    "df.to_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_1.csv', index=False, encoding='UTF-8') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a9833bb",
   "metadata": {},
   "source": [
    "#### 任务 1.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d086a60e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取LR_1.csv，ZCFZ.csv和Stk_ind.csv \n",
    "lr_1 = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_1.csv', encoding='gbk')  \n",
    "zcfz = pd.read_csv('D:\\B题-企业财务数据分析与造假识别\\数据\\\\ZCFZ.csv', encoding='gbk')  \n",
    "stk_ind = pd.read_csv('D:\\B题-企业财务数据分析与造假识别\\数据\\\\Stk_ind.csv', encoding='gbk')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b854a8e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 提取ZCFZ.csv中字段为\"A002000000\"和\"A001000000\"的相应数据  \n",
    "zcfz_filtered = zcfz[['Stkcd','Accper','Typrep','A002000000','A001000000']]\n",
    "\n",
    "# 根据Stkcd字段合并LR_1.csv和筛选后的ZCFZ.csv数据  \n",
    "merged_1 = pd.merge(lr_1, zcfz_filtered, on=['Stkcd','Accper','Typrep'], how='left')\n",
    "\n",
    "# 提取Stk_ind.csv中字段为\"Indnme\"和\"Nindnme\"的相应数据  \n",
    "stk_ind_filtered = stk_ind[['Stkcd', 'Indnme', 'Nindnme']]\n",
    "\n",
    "# 根据Stkcd字段合并之前合并后的数据与Stk_ind.csv数据  \n",
    "merged_2 = pd.merge(merged_1, stk_ind_filtered, on='Stkcd', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1127c129",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将完成合并的数据另存为文件LR_2.csv（文件编码设置为UTF-8）  \n",
    "merged_2.to_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_2.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "62cf0667",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33414, 67)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_2.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1d941cc",
   "metadata": {},
   "source": [
    "#### 任务 1.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "832aac70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "每一列的空值比例:\n",
      " Stkcd         0.000000\n",
      "Accper        0.000000\n",
      "Typrep        0.000000\n",
      "B001100000    0.000569\n",
      "B001101000    0.021099\n",
      "                ...   \n",
      "B006000102    0.181810\n",
      "A002000000    0.000000\n",
      "A001000000    0.000000\n",
      "Indnme        0.000000\n",
      "Nindnme       0.000000\n",
      "Length: 67, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "LR_2 = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_2.csv')\n",
    "# 计算每一列的空值比例  \n",
    "null_ratios = (LR_2.isnull().sum() / len(LR_2))\n",
    "print('每一列的空值比例:\\n',null_ratios)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0d65f750",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>Accper</th>\n",
       "      <th>Typrep</th>\n",
       "      <th>B001100000</th>\n",
       "      <th>B001101000</th>\n",
       "      <th>B001200000</th>\n",
       "      <th>B001201000</th>\n",
       "      <th>B001207000</th>\n",
       "      <th>B001209000</th>\n",
       "      <th>B001210000</th>\n",
       "      <th>...</th>\n",
       "      <th>B003000000</th>\n",
       "      <th>B004000000</th>\n",
       "      <th>B005000000</th>\n",
       "      <th>B006000000</th>\n",
       "      <th>B006000101</th>\n",
       "      <th>B006000102</th>\n",
       "      <th>A002000000</th>\n",
       "      <th>A001000000</th>\n",
       "      <th>Indnme</th>\n",
       "      <th>Nindnme</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>600696</td>\n",
       "      <td>2018-3-31</td>\n",
       "      <td>A</td>\n",
       "      <td>1.878459e+07</td>\n",
       "      <td>1.878459e+07</td>\n",
       "      <td>1.068992e+07</td>\n",
       "      <td>7.810739e+06</td>\n",
       "      <td>2.045951e+05</td>\n",
       "      <td>2.815107e+05</td>\n",
       "      <td>2.260219e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>0.0200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.060818e+06</td>\n",
       "      <td>6.730615e+06</td>\n",
       "      <td>3.302030e+05</td>\n",
       "      <td>4.437834e+08</td>\n",
       "      <td>7.455484e+08</td>\n",
       "      <td>房地产</td>\n",
       "      <td>房地产业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>547</td>\n",
       "      <td>2018-3-31</td>\n",
       "      <td>A</td>\n",
       "      <td>5.179452e+08</td>\n",
       "      <td>5.179452e+08</td>\n",
       "      <td>4.266916e+08</td>\n",
       "      <td>2.729517e+08</td>\n",
       "      <td>7.893870e+05</td>\n",
       "      <td>1.265716e+07</td>\n",
       "      <td>1.344988e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>-1.098000e+06</td>\n",
       "      <td>8.382837e+07</td>\n",
       "      <td>7.868980e+07</td>\n",
       "      <td>5.138571e+06</td>\n",
       "      <td>1.681114e+09</td>\n",
       "      <td>7.442314e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>信息技术业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2772</td>\n",
       "      <td>2018-3-31</td>\n",
       "      <td>A</td>\n",
       "      <td>2.671617e+08</td>\n",
       "      <td>2.671617e+08</td>\n",
       "      <td>1.898233e+08</td>\n",
       "      <td>1.527985e+08</td>\n",
       "      <td>6.940502e+05</td>\n",
       "      <td>3.013340e+07</td>\n",
       "      <td>9.984417e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2419</td>\n",
       "      <td>0.2364</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.953362e+07</td>\n",
       "      <td>8.824809e+07</td>\n",
       "      <td>1.285532e+06</td>\n",
       "      <td>1.422487e+09</td>\n",
       "      <td>4.176132e+09</td>\n",
       "      <td>综合</td>\n",
       "      <td>农业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2536</td>\n",
       "      <td>2018-3-31</td>\n",
       "      <td>A</td>\n",
       "      <td>6.967182e+08</td>\n",
       "      <td>6.967182e+08</td>\n",
       "      <td>6.147475e+08</td>\n",
       "      <td>5.005676e+08</td>\n",
       "      <td>6.804022e+06</td>\n",
       "      <td>1.680026e+07</td>\n",
       "      <td>8.143943e+07</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2200</td>\n",
       "      <td>0.2200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.501203e+07</td>\n",
       "      <td>7.462931e+07</td>\n",
       "      <td>3.827214e+05</td>\n",
       "      <td>1.156527e+09</td>\n",
       "      <td>3.292607e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>交通运输设备制造业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>818</td>\n",
       "      <td>2018-3-31</td>\n",
       "      <td>A</td>\n",
       "      <td>9.075395e+08</td>\n",
       "      <td>9.075395e+08</td>\n",
       "      <td>7.338691e+08</td>\n",
       "      <td>6.535983e+08</td>\n",
       "      <td>1.533694e+07</td>\n",
       "      <td>2.484191e+07</td>\n",
       "      <td>3.475893e+07</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>0.1900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.334303e+08</td>\n",
       "      <td>1.281042e+08</td>\n",
       "      <td>5.326171e+06</td>\n",
       "      <td>1.322972e+09</td>\n",
       "      <td>4.061964e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>化学原料及化学制品制造业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33409</th>\n",
       "      <td>600506</td>\n",
       "      <td>2019-6-30</td>\n",
       "      <td>A</td>\n",
       "      <td>4.442804e+06</td>\n",
       "      <td>4.442804e+06</td>\n",
       "      <td>7.190498e+06</td>\n",
       "      <td>4.339892e+06</td>\n",
       "      <td>2.968723e+05</td>\n",
       "      <td>6.017868e+05</td>\n",
       "      <td>3.167942e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0190</td>\n",
       "      <td>-0.0190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.814736e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.556010e+07</td>\n",
       "      <td>2.945354e+08</td>\n",
       "      <td>综合</td>\n",
       "      <td>农业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33410</th>\n",
       "      <td>600198</td>\n",
       "      <td>2019-1-1</td>\n",
       "      <td>A</td>\n",
       "      <td>2.343849e+09</td>\n",
       "      <td>2.343849e+09</td>\n",
       "      <td>3.081832e+09</td>\n",
       "      <td>1.752037e+09</td>\n",
       "      <td>2.267352e+07</td>\n",
       "      <td>2.031544e+08</td>\n",
       "      <td>5.206317e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6390</td>\n",
       "      <td>0.6390</td>\n",
       "      <td>4.006737e+06</td>\n",
       "      <td>5.593331e+08</td>\n",
       "      <td>5.677125e+08</td>\n",
       "      <td>-8.379377e+06</td>\n",
       "      <td>6.769485e+09</td>\n",
       "      <td>7.370695e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>信息技术业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33411</th>\n",
       "      <td>600759</td>\n",
       "      <td>2019-1-1</td>\n",
       "      <td>A</td>\n",
       "      <td>3.326314e+09</td>\n",
       "      <td>3.326314e+09</td>\n",
       "      <td>2.859020e+09</td>\n",
       "      <td>1.090341e+09</td>\n",
       "      <td>7.232009e+08</td>\n",
       "      <td>2.515532e+08</td>\n",
       "      <td>2.387132e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0308</td>\n",
       "      <td>0.0308</td>\n",
       "      <td>9.736594e+07</td>\n",
       "      <td>3.038633e+08</td>\n",
       "      <td>1.633149e+08</td>\n",
       "      <td>1.405485e+08</td>\n",
       "      <td>9.220438e+09</td>\n",
       "      <td>1.470193e+10</td>\n",
       "      <td>工业</td>\n",
       "      <td>石油和天然气开采业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33412</th>\n",
       "      <td>570</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>A</td>\n",
       "      <td>2.139273e+09</td>\n",
       "      <td>2.139273e+09</td>\n",
       "      <td>2.183846e+09</td>\n",
       "      <td>1.818679e+09</td>\n",
       "      <td>1.256209e+07</td>\n",
       "      <td>1.269971e+08</td>\n",
       "      <td>1.874994e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1112</td>\n",
       "      <td>0.1112</td>\n",
       "      <td>-2.506629e+08</td>\n",
       "      <td>-1.881080e+08</td>\n",
       "      <td>-1.882533e+08</td>\n",
       "      <td>1.453238e+05</td>\n",
       "      <td>1.481532e+09</td>\n",
       "      <td>3.546080e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>普通机械制造业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33413</th>\n",
       "      <td>200570</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>A</td>\n",
       "      <td>2.139273e+09</td>\n",
       "      <td>2.139273e+09</td>\n",
       "      <td>2.183846e+09</td>\n",
       "      <td>1.818679e+09</td>\n",
       "      <td>1.256209e+07</td>\n",
       "      <td>1.269971e+08</td>\n",
       "      <td>1.874994e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1112</td>\n",
       "      <td>0.1112</td>\n",
       "      <td>-2.506629e+08</td>\n",
       "      <td>-1.881080e+08</td>\n",
       "      <td>-1.882533e+08</td>\n",
       "      <td>1.453238e+05</td>\n",
       "      <td>1.481532e+09</td>\n",
       "      <td>3.546080e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>普通机械制造业</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33414 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Stkcd      Accper Typrep    B001100000    B001101000    B001200000  \\\n",
       "0      600696   2018-3-31      A  1.878459e+07  1.878459e+07  1.068992e+07   \n",
       "1         547   2018-3-31      A  5.179452e+08  5.179452e+08  4.266916e+08   \n",
       "2        2772   2018-3-31      A  2.671617e+08  2.671617e+08  1.898233e+08   \n",
       "3        2536   2018-3-31      A  6.967182e+08  6.967182e+08  6.147475e+08   \n",
       "4         818   2018-3-31      A  9.075395e+08  9.075395e+08  7.338691e+08   \n",
       "...       ...         ...    ...           ...           ...           ...   \n",
       "33409  600506   2019-6-30      A  4.442804e+06  4.442804e+06  7.190498e+06   \n",
       "33410  600198    2019-1-1      A  2.343849e+09  2.343849e+09  3.081832e+09   \n",
       "33411  600759    2019-1-1      A  3.326314e+09  3.326314e+09  2.859020e+09   \n",
       "33412     570  2018-12-31      A  2.139273e+09  2.139273e+09  2.183846e+09   \n",
       "33413  200570  2018-12-31      A  2.139273e+09  2.139273e+09  2.183846e+09   \n",
       "\n",
       "         B001201000    B001207000    B001209000    B001210000  ...  \\\n",
       "0      7.810739e+06  2.045951e+05  2.815107e+05  2.260219e+06  ...   \n",
       "1      2.729517e+08  7.893870e+05  1.265716e+07  1.344988e+08  ...   \n",
       "2      1.527985e+08  6.940502e+05  3.013340e+07  9.984417e+06  ...   \n",
       "3      5.005676e+08  6.804022e+06  1.680026e+07  8.143943e+07  ...   \n",
       "4      6.535983e+08  1.533694e+07  2.484191e+07  3.475893e+07  ...   \n",
       "...             ...           ...           ...           ...  ...   \n",
       "33409  4.339892e+06  2.968723e+05  6.017868e+05  3.167942e+06  ...   \n",
       "33410  1.752037e+09  2.267352e+07  2.031544e+08  5.206317e+08  ...   \n",
       "33411  1.090341e+09  7.232009e+08  2.515532e+08  2.387132e+08  ...   \n",
       "33412  1.818679e+09  1.256209e+07  1.269971e+08  1.874994e+08  ...   \n",
       "33413  1.818679e+09  1.256209e+07  1.269971e+08  1.874994e+08  ...   \n",
       "\n",
       "       B003000000  B004000000    B005000000    B006000000    B006000101  \\\n",
       "0          0.0200      0.0200           NaN  7.060818e+06  6.730615e+06   \n",
       "1          0.0600      0.0600 -1.098000e+06  8.382837e+07  7.868980e+07   \n",
       "2          0.2419      0.2364           NaN  8.953362e+07  8.824809e+07   \n",
       "3          0.2200      0.2200           NaN  7.501203e+07  7.462931e+07   \n",
       "4          0.1900      0.1900           NaN  1.334303e+08  1.281042e+08   \n",
       "...           ...         ...           ...           ...           ...   \n",
       "33409     -0.0190     -0.0190           NaN -2.814736e+06           NaN   \n",
       "33410      0.6390      0.6390  4.006737e+06  5.593331e+08  5.677125e+08   \n",
       "33411      0.0308      0.0308  9.736594e+07  3.038633e+08  1.633149e+08   \n",
       "33412      0.1112      0.1112 -2.506629e+08 -1.881080e+08 -1.882533e+08   \n",
       "33413      0.1112      0.1112 -2.506629e+08 -1.881080e+08 -1.882533e+08   \n",
       "\n",
       "         B006000102    A002000000    A001000000  Indnme       Nindnme  \n",
       "0      3.302030e+05  4.437834e+08  7.455484e+08     房地产          房地产业  \n",
       "1      5.138571e+06  1.681114e+09  7.442314e+09      工业         信息技术业  \n",
       "2      1.285532e+06  1.422487e+09  4.176132e+09      综合            农业  \n",
       "3      3.827214e+05  1.156527e+09  3.292607e+09      工业     交通运输设备制造业  \n",
       "4      5.326171e+06  1.322972e+09  4.061964e+09      工业  化学原料及化学制品制造业  \n",
       "...             ...           ...           ...     ...           ...  \n",
       "33409           NaN  1.556010e+07  2.945354e+08      综合            农业  \n",
       "33410 -8.379377e+06  6.769485e+09  7.370695e+09      工业         信息技术业  \n",
       "33411  1.405485e+08  9.220438e+09  1.470193e+10      工业     石油和天然气开采业  \n",
       "33412  1.453238e+05  1.481532e+09  3.546080e+09      工业       普通机械制造业  \n",
       "33413  1.453238e+05  1.481532e+09  3.546080e+09      工业       普通机械制造业  \n",
       "\n",
       "[33414 rows x 34 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 删除空值占比达70%及以上的数据列  \n",
    "data_cleaned = LR_2.drop(columns=null_ratios[null_ratios >= 0.7].index)\n",
    "data_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "17d0d5bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 另存为LR_3.csv文件（文件编码设置为UTF-8）  \n",
    "data_cleaned.to_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_3.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ab01975",
   "metadata": {},
   "source": [
    "#### 任务 1.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ab55f418",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取LR_3.csv文件  \n",
    "data = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_3.csv')\n",
    "# 使用missingno库进行可视化展示\n",
    "import missingno\n",
    "missingno.matrix(data,figsize=(30,5)) #以矩阵的形式\n",
    "#以条形图的方式查看\n",
    "missingno.bar(data,sort='ascending',figsize=(30,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ecde4a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除包含空值的行  \n",
    "data_cleaned = data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fbd1edde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4741"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#处理后数据的行数\n",
    "data_cleaned.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6b7453d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 另存为LR_4.csv文件（文件编码设置为UTF-8）  \n",
    "data_cleaned.to_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_4.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4ea4f0b",
   "metadata": {},
   "source": [
    "#### 任务 1.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "28f90639",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取LR_4.csv文件  \n",
    "data = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_4.csv')\n",
    "\n",
    "# 转换“Accper”字段的日期格式为“YYYY-mm-dd”  \n",
    "data['Accper'] = pd.to_datetime(data['Accper']).dt.strftime('%Y-%m-%d')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6cd7e8a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 另存为LR_5.csv文件（文件编码设置为UTF-8）  \n",
    "data.to_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_5.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e9519588",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Stkcd</th>\n",
       "      <th>Accper</th>\n",
       "      <th>Typrep</th>\n",
       "      <th>B001100000</th>\n",
       "      <th>B001101000</th>\n",
       "      <th>B001200000</th>\n",
       "      <th>B001201000</th>\n",
       "      <th>B001207000</th>\n",
       "      <th>B001209000</th>\n",
       "      <th>B001210000</th>\n",
       "      <th>...</th>\n",
       "      <th>B003000000</th>\n",
       "      <th>B004000000</th>\n",
       "      <th>B005000000</th>\n",
       "      <th>B006000000</th>\n",
       "      <th>B006000101</th>\n",
       "      <th>B006000102</th>\n",
       "      <th>A002000000</th>\n",
       "      <th>A001000000</th>\n",
       "      <th>Indnme</th>\n",
       "      <th>Nindnme</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>600705</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>A</td>\n",
       "      <td>2.779306e+09</td>\n",
       "      <td>1.470703e+09</td>\n",
       "      <td>1.692376e+09</td>\n",
       "      <td>8.251063e+08</td>\n",
       "      <td>15429945.69</td>\n",
       "      <td>3.448499e+08</td>\n",
       "      <td>2.534629e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>54279195.87</td>\n",
       "      <td>1.092024e+09</td>\n",
       "      <td>8.471375e+08</td>\n",
       "      <td>2.448865e+08</td>\n",
       "      <td>1.985080e+11</td>\n",
       "      <td>2.276480e+11</td>\n",
       "      <td>金融</td>\n",
       "      <td>其他金融业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>921</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>A</td>\n",
       "      <td>8.974222e+09</td>\n",
       "      <td>8.974222e+09</td>\n",
       "      <td>8.824302e+09</td>\n",
       "      <td>7.368462e+09</td>\n",
       "      <td>57149348.38</td>\n",
       "      <td>1.126095e+09</td>\n",
       "      <td>2.629585e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>-4026373.80</td>\n",
       "      <td>3.020331e+08</td>\n",
       "      <td>2.839604e+08</td>\n",
       "      <td>1.807269e+07</td>\n",
       "      <td>1.503353e+10</td>\n",
       "      <td>2.228894e+10</td>\n",
       "      <td>工业</td>\n",
       "      <td>电器机械及器材制造业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2286</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>A</td>\n",
       "      <td>3.868472e+08</td>\n",
       "      <td>3.868472e+08</td>\n",
       "      <td>3.780943e+08</td>\n",
       "      <td>3.326991e+08</td>\n",
       "      <td>3758810.87</td>\n",
       "      <td>2.362274e+07</td>\n",
       "      <td>1.179122e+07</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>0.0400</td>\n",
       "      <td>-3218783.24</td>\n",
       "      <td>1.095736e+07</td>\n",
       "      <td>1.105461e+07</td>\n",
       "      <td>-9.724987e+04</td>\n",
       "      <td>7.540687e+08</td>\n",
       "      <td>2.290365e+09</td>\n",
       "      <td>工业</td>\n",
       "      <td>食品加工业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>546</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>A</td>\n",
       "      <td>1.328454e+09</td>\n",
       "      <td>1.328454e+09</td>\n",
       "      <td>1.341649e+09</td>\n",
       "      <td>1.241990e+09</td>\n",
       "      <td>9290554.13</td>\n",
       "      <td>1.779985e+07</td>\n",
       "      <td>4.566993e+07</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0081</td>\n",
       "      <td>0.0081</td>\n",
       "      <td>-360.17</td>\n",
       "      <td>1.865989e+07</td>\n",
       "      <td>5.779797e+06</td>\n",
       "      <td>1.288009e+07</td>\n",
       "      <td>4.021656e+09</td>\n",
       "      <td>7.916889e+09</td>\n",
       "      <td>公用事业</td>\n",
       "      <td>其他社会服务业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>600710</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>A</td>\n",
       "      <td>1.732878e+10</td>\n",
       "      <td>1.732878e+10</td>\n",
       "      <td>1.717469e+10</td>\n",
       "      <td>1.644967e+10</td>\n",
       "      <td>10379980.72</td>\n",
       "      <td>2.684930e+08</td>\n",
       "      <td>2.505174e+08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>-27348794.86</td>\n",
       "      <td>1.837843e+08</td>\n",
       "      <td>6.712745e+07</td>\n",
       "      <td>1.166569e+08</td>\n",
       "      <td>3.636285e+10</td>\n",
       "      <td>4.360007e+10</td>\n",
       "      <td>商业</td>\n",
       "      <td>批发和零售贸易</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Stkcd      Accper Typrep    B001100000    B001101000    B001200000  \\\n",
       "0  600705  2018-03-31      A  2.779306e+09  1.470703e+09  1.692376e+09   \n",
       "1     921  2018-03-31      A  8.974222e+09  8.974222e+09  8.824302e+09   \n",
       "2    2286  2018-03-31      A  3.868472e+08  3.868472e+08  3.780943e+08   \n",
       "3     546  2018-03-31      A  1.328454e+09  1.328454e+09  1.341649e+09   \n",
       "4  600710  2018-03-31      A  1.732878e+10  1.732878e+10  1.717469e+10   \n",
       "\n",
       "     B001201000   B001207000    B001209000    B001210000  ...  B003000000  \\\n",
       "0  8.251063e+08  15429945.69  3.448499e+08  2.534629e+08  ...      0.0900   \n",
       "1  7.368462e+09  57149348.38  1.126095e+09  2.629585e+08  ...      0.2100   \n",
       "2  3.326991e+08   3758810.87  2.362274e+07  1.179122e+07  ...      0.0400   \n",
       "3  1.241990e+09   9290554.13  1.779985e+07  4.566993e+07  ...      0.0081   \n",
       "4  1.644967e+10  10379980.72  2.684930e+08  2.505174e+08  ...      0.0600   \n",
       "\n",
       "   B004000000   B005000000    B006000000    B006000101    B006000102  \\\n",
       "0      0.0900  54279195.87  1.092024e+09  8.471375e+08  2.448865e+08   \n",
       "1      0.2100  -4026373.80  3.020331e+08  2.839604e+08  1.807269e+07   \n",
       "2      0.0400  -3218783.24  1.095736e+07  1.105461e+07 -9.724987e+04   \n",
       "3      0.0081      -360.17  1.865989e+07  5.779797e+06  1.288009e+07   \n",
       "4      0.0600 -27348794.86  1.837843e+08  6.712745e+07  1.166569e+08   \n",
       "\n",
       "     A002000000    A001000000  Indnme     Nindnme  \n",
       "0  1.985080e+11  2.276480e+11      金融       其他金融业  \n",
       "1  1.503353e+10  2.228894e+10      工业  电器机械及器材制造业  \n",
       "2  7.540687e+08  2.290365e+09      工业       食品加工业  \n",
       "3  4.021656e+09  7.916889e+09    公用事业     其他社会服务业  \n",
       "4  3.636285e+10  4.360007e+10      商业     批发和零售贸易  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6de25b3f",
   "metadata": {},
   "source": [
    "#### 任务 1.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "57678600",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取LR_5.csv文件  \n",
    "data = pd.read_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_5.csv')\n",
    "\n",
    "# 插入“利润率”列并计算利润率  \n",
    "data['利润率'] = data['B001000000'] / data['B001100000'] * 100\n",
    "\n",
    "# 插入“资产负债率”列并计算资产负债率  \n",
    "data['资产负债率'] = data['A002000000'] / data['A001000000'] * 100\n",
    "\n",
    "# 删除利润率不在[-300%, 300%]范围内的行  \n",
    "data = data[(data['利润率'] >= -300) & (data['利润率'] <= 300)]\n",
    "\n",
    "# 删除资产负债率不在[-300%, 300%]范围内的行  \n",
    "data = data[(data['资产负债率'] >= -300) & (data['资产负债率'] <= 300)]\n",
    "\n",
    "# 另存为LR_new.csv文件（文件编码设置为UTF-8）  \n",
    "data.to_csv(r'C:\\Users\\huang\\Desktop\\B题-企业财务数据分析与造假识别\\result\\\\LR_new.csv', index=False, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "32140051",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据行数: 4735\n",
      "数据列数: 36\n",
      "         利润率      资产负债率\n",
      "0  48.831026  87.199536\n",
      "1   4.011893  67.448411\n",
      "2   4.327788  32.923518\n",
      "3   1.930558  50.798441\n",
      "4   1.617851  83.400901\n"
     ]
    }
   ],
   "source": [
    "# 打印数据行数、列数  \n",
    "print(f\"数据行数: {len(data)}\")\n",
    "print(f\"数据列数: {len(data.columns)}\")\n",
    "\n",
    "# 打印前5个企业的利润率、资产负债率  \n",
    "print(data[['利润率', '资产负债率']].head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5aa006e8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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